{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ourownstory/neural_prophet/blob/master/tutorials/feature-use/trend_peyton_manning.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fitting a changing trend\n",
    "\n",
    "We will use the time series of the log daily page views for the Wikipedia page for Peyton Manning as an example to illustrate how to fit a changing trend. \n",
    "\n",
    "First, we load the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "if 'google.colab' in str(get_ipython()):\n",
    "    !pip install git+https://github.com/ourownstory/neural_prophet.git # may take a while\n",
    "    #!pip install neuralprophet # much faster, but may not have the latest upgrades/bugfixes\n",
    "\n",
    "import pandas as pd\n",
    "from neuralprophet import NeuralProphet, set_log_level\n",
    "set_log_level(\"ERROR\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-10</td>\n",
       "      <td>9.590761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-11</td>\n",
       "      <td>8.519590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>8.183677</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds         y\n",
       "0  2007-12-10  9.590761\n",
       "1  2007-12-11  8.519590\n",
       "2  2007-12-12  8.183677"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_location = \"https://raw.githubusercontent.com/ourownstory/neuralprophet-data/main/datasets/\"\n",
    "df = pd.read_csv(data_location + \"wp_log_peyton_manning.csv\")\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can fit an initial model without any customizations.\n",
    "\n",
    "We specify the data frequency to be daily. The model will remember this later when we predict into the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89724d41f4a644569394b3c1aa3439de",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/273 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                  \r"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SmoothL1Loss</th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RegLoss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.822911</td>\n",
       "      <td>5.544816</td>\n",
       "      <td>51.448767</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.368448</td>\n",
       "      <td>3.228539</td>\n",
       "      <td>18.241307</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.094250</td>\n",
       "      <td>1.527929</td>\n",
       "      <td>3.863379</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SmoothL1Loss       MAE        MSE  RegLoss\n",
       "0      0.822911  5.544816  51.448767      0.0\n",
       "1      0.368448  3.228539  18.241307      0.0\n",
       "2      0.094250  1.527929   3.863379      0.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = NeuralProphet()\n",
    "metrics = m.fit(df, freq=\"D\")\n",
    "metrics.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The returned metrics dataframe contains recoded metrics for each training epoch.\n",
    "\n",
    "Next, we create a dataframe to predict on. \n",
    "Here, we specify that we want to predict one year into the future and that we want to include the entire history."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>t</th>\n",
       "      <th>y_scaled</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.122511</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.122848</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.123186</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds   y         t  y_scaled\n",
       "3267 2017-01-17 NaN  1.122511       NaN\n",
       "3268 2017-01-18 NaN  1.122848       NaN\n",
       "3269 2017-01-19 NaN  1.123186       NaN"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(df, periods=365, n_historic_predictions=True)\n",
    "future.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 'y' and 'y_scaled' are not given for the period extending into the future, as we do not know their true values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ds', 'y', 'yhat1', 'residual1', 'trend', 'season_yearly', 'season_weekly']\n"
     ]
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "print(list(forecast.columns))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The returned forecast dataframe contains the original datestamps, 'y' values, the predicted 'yhat' values, residuals and all the individual model components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plots the model predictions\n",
    "fig1 = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plots the individual forecast components for the given time period.\n",
    "# fig = m.plot_components(forecast, residuals=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizes the model parameters.\n",
    "fig2 = m.plot_parameters()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adjusting Trend\n",
    "\n",
    "The default values work fairly well in this example. However, the default of 5 changepoints may not be adequate if the actual change in trend happens to fall in a region between the points. \n",
    "\n",
    "### Increasing Trend Flexibility\n",
    "We can address this by increasing the number of changepoints, giving the trend more flexibility, at the danger of overfitting.\n",
    "\n",
    "Let's try what happens if we increase the number of changepoints to 30.\n",
    "Additionally, we can increase the range of data on which we fit trend changepoints to only exlude the last 10 percent (default is 20 percent).\n",
    "\n",
    "Further, we can limit the trend flexibility by regularizing it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2947bf30dc2e4353b7b085527e215eef",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/273 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                  \r"
     ]
    }
   ],
   "source": [
    "m = NeuralProphet(\n",
    "    n_changepoints=30,\n",
    "    changepoints_range=0.90,    \n",
    "    trend_reg=1,\n",
    ")\n",
    "metrics = m.fit(df, freq=\"D\")\n",
    "forecast = m.predict(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)\n",
    "fig2 = m.plot_parameters()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the trend rate changes it becomes evident that the trend is overfitting to short-term fluctuations. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Manual Trend Changepoints\n",
    "You can also manually specify the trend changepoints.\n",
    "\n",
    "Note: A changepoint will always be added at the beginning. You can ignore it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "42a9d82862394fec8893af79642e4f92",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/273 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                  \r"
     ]
    }
   ],
   "source": [
    "m = NeuralProphet(\n",
    "    changepoints=['2012-01-01', '2014-01-01'],\n",
    ")\n",
    "metrics = m.fit(df, freq=\"D\")\n",
    "forecast = m.predict(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)\n",
    "fig2 = m.plot_parameters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "np-dev",
   "language": "python",
   "name": "np-dev"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
